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big data literature review

Even at an early stage, diverse big data have been applied to tourism research and made an amazing improvement. Günther W; Rezazade Mehrizi M; Huysman M; et al. Keywords: Big Data, Business Intelligence, systematic literature review, hospitality, tourism. Exploring big data analytics capabilities for supply chain: a systematic literature review Deepak Arunachalam Sheffield University Management School, Conduit Road, Sheffield, S10 1FL. Advanced search. In addition, this work explains and analyses different analytic methods and tools that have been applied to big data. Therefore, a comprehensive review on clustering algorithms of big data using Apache Spark is needed because it is conducted based on a scientific search strategy. Mendeley users who have this article in their library. 167 Citations. Given this potential value of big data to development, the review of literature outlined in Section 2 was undertaken and is reported next. 355-382. Results for: Big Data. Insights from big Data Analytics in supply chain management: an all-inclusive literature review using the SCOR model. Add to library. Building upon the trend toward big data, the number of smart objects equipped with sensors and the capacity to communicate online is expanding at an exponential rate. Big data refers to datasets that … Paper type: Literature review 1 Introduction In recent years, the notion of “Big Data” (BD) has become increasingly popular in both academic and non-academic media. Downloaded: 592. (2020). Healthcare, big data, literature review, statistical analysis. Big Data, as well as Big Data Analytics techniques, have been addressed in this context with the possibility of predicting, mapping, tracking, monitoring, and raising awareness about these epidemics and pandemics. Home > Books > Social Media and Machine Learning. Share. 58 Senthilkumar SA et al. DOI: 10.5772/intechopen.86843. The work presented here identifies gaps in the literature based on a systematic literature review of big data articles with a specific focus on financial management topics. This thesis aims to present a literature review of work on big data analytics, a pertinent contemporary topic which has been of importance since 2010 as one of the top technologies suggested to solve multiple academic, industrial, and societal problems. Abstract. The process of research into massive amounts of data to reveal hidden patterns and secret correlations named as big data analytics. Paper type: Literature review . The application of big data in health care is a fast-growing field, with many new discoveries and methodologies published in the last five years. View PDF. The systematic literature review helped to clarify each clusters’ content. The 3Vs (volume, variety and velocity) are the three best-known defining dimensions of BD. Our aim was to consolidate reported experience by documenting architectural choices and concerns, summarizing the lessons learned and provide insights to stakeholders and practitioners with respect to architectural choices for future deployment of big data systems. Books and journals Case studies Expert Briefings Open Access. Big data and quality: A literature review Abstract: Big Data refers to data volumes in the range of Exabyte (10 18) and beyond. With characteristics like volume, velocity and variety big data throws challenges to the traditional IT establishments. Big data connects common fields to conjoin different sets. Google trend of big data in healthcare between 2010 and 2015. This study aims to provide a systematic review of contributions related to big data analytics and firm performance. ally through an intensive literature review of pervasive healthcare and big data. : Big Data in Healthcare Management: A Review of Literature Figure 1. 5, pp. In the information era, enormous amounts of data have become available on hand to decision makers. The concept has generated a real buzz, especially on the Internet and social media. In the biomedical informatics domain, big data is a new paradigm and an ecosystem that transforms case-based studies to large-scale, data-d riven research. 2 1 Introduction In recent years, the notion of “Big Data” (BD) has become increasingly popular in both academic and non-academic media. Access as database; Access as PDF; Publications and Reports; Data Portals and Microdata Libraries; News and Events. This paper might be the first attempt to present a comprehensive literature review on different types of big data in tourism research. 31, No. Production Planning & Control: Vol. making, business process management and big data analytics (BDA). Citations of this article. According to estimates the number of networked devices exceeded the number of people on the planet for the first time in 2011 World Economic Forum 2012, page 47). Literature review and application of comparison of the software architecture analysis method and existing big data reference architecture are found and compared. 78 Citations; 5 Mentions; 4.7k Downloads; Part of the Lecture Notes in Computer Science book series (LNCS, volume 8557) Abstract. The bibliometric analysis was integrated with a literature review.,The bibliometric analysis revealed four clusters of papers on big data and dynamic capabilities: big data and supply chain management, knowledge management, decision making, business process management and big data analytics. The research framework is grounded on past empirical work on IT business value research, and builds on the resource-based view and dynamic capabilities view of the firm. Spark remained a critical tool for data scientists and engineers in 2019. The learning curve for using machine learning methods is rapidly declining, enabling new possibilities for all researchers. A systematic literature review with bibliometric analysis of big data analytics adoption from period 2014 to 2018 - Author: Zeeshan Inamdar, Rakesh Raut, Vaibhav S. Narwane, Bhaskar Gardas, Balkrishna Narkhede, Muhittin Sagnak . The AHP was used, and the experiment was done through the real-world use case. Literature review of Big Data Analytics in external auditing During the last few years, researchers have produced an impressive amount of general reviews, conceptual and research papers in an attempt to define the concept of BD and Data Analytic tools. Literature Review on Big Data Analytics Methods. Authors : Nikhil Madaan, Umang … Nikhil Madaan, Umang Kumar, Suman Kr Jha, 2020, Big Data Analytics: A Literature Review Paper, INTERNATIONAL JOURNAL OF ENGINEERING RESEARCH & TECHNOLOGY (IJERT) ENCADEMS – 2020 (Volume 8 – Issue 10), Open Access ; Article Download / Views: 16. Companies and industries are faced with a huge amount of raw data, which have information … Conclusion: There are needs to increase the visibility of big data and data science research conducted by nurse scientists, further examine the use of state of the science in data analytics, and continue to expand the availability and use of a variety of scientific, governmental, and industry data resources. Submitted: February 18th 2019 Reviewed: May 14th 2019 Published: October 24th 2019. Abstract: The literature on big data analytics and firm performance is still fragmented and lacking in attempts to integrate the current studies’ results. The soaring popularity of S3 and other S3-based object stores continued to chip away at on-premise HDFS clusters, which began to look a bit long in the tooth this year. This section begins with a timeline showing the volume of BD literature over the last decade followed by a thematic classification of the literature and the geographic distribution of its application domains. The proposed architec- ture details the nuts and bolts in the domain of big data and pervasive healthcare, which are developed by the identified research themes through the literature review. Big Data Analytics: A Literature Review Paper. g) Valence (connectedness). Debating big data: A literature review on realizing value from big data. Such volumes exceed the capacity of current on-line storage and processing systems. Big data analytics in healthcare: a systematic literature review Sayantan Khanra a,b, Amandeep Dhir c,d,e, ... Big data provides support for the constantly changing nature of data by offering extensionality (the addition of new data fields) and scalability (expan-sion in size). Abstract: Big data is a term for massive data sets having large, more varied and complex structure with the difficulties of storing, analyzing and visualizing for further processes or results. email: darunachalam1@sheffield.ac.uk Niraj Kumar Sheffield University Management School, Conduit Road, Sheffield, S10 1FL. Keywords: Big Data, Business Intelligence, systematic literature review, hospitality, tourism. 1.3k Readers. The concept has generated a real buzz, especially on the Internet and social media. Events; Blogs and Special Features; JDC Newsletter; Select Page. The authors assess papers listed in the Web of Science index. To the best of our knowledge, no survey has been conducted on Spark-based clustering of Big Data. John Paul Kawalek Sheffield University Management School, Conduit Road, … To improve the healthcare efficiency, accuracy and quality for people is a main goal set forth by both government and researchers. In this paper, we used systematic literature review method and in the first step, we obtained 15 351 articles; then, based on different filters, 48 related articles were attained. By identifying the main … To this end, the present paper aims to provide a systematic literature review that can help to explain the mechanisms through which big data analytics (BDA) lead to competitive performance gains. 2.2. Thus, the purpose of this study is to identify how BDA can help in cases of pandemics and epidemics. In particular, our review uses three major criteria (big-data business model types, dimensions, and deployment) to assess the state of the big-data business model literature and identify shortcomings in this literature. Authors; Authors and affiliations; Nada Elgendy; Ahmed Elragal; Conference paper. Big Data Analytics: A Literature Review Paper. Originality/value – To the authors’ best knowledge, minimal attention has been paid to systematizing the literature on big data and dynamic capabilities. Literature Review. JDC Literature Review. Background: What is Big Data? DOI: 10.1016/j.jsis.2017.07.003. Big data applications present new opportunities to discover new knowledge and create novel methods to improve the quality of health care. Introduction Healthcare plays an important role in our societies. One thing that seems certain: Data Science is here to stay. 2019 marked a key year in big data architectures, as organizations moved data into cloud repositories at unprecedented rates. Keywords big data, literature review, health care, data-driven application. Manual exploratory literature reviews should be a thing of the past, as technology and development of machine learning methods have matured. See more; Journal of Strategic Information Systems (2017) 26(3) 191-209. By Iman Raeesi Vanani and Setareh Majidian. Download Full-Text PDF Cite this Publication. We have selected 23 articles based on the year of publication, the relevance of the journal, the completeness of the text, the nonrepeatability of the title, and the page number. Companies are clamoring to hire people with data science skills, and the excitement at data science events like the recent Strata conference in New York is palpable. This is achieved by seeking out important themes in the existing research and identify ing gaps that provide opportunities for further research . literature with deploying big data systems in various domain applications, we con-ducted a systematic literature review. 3Vs ( volume, variety and velocity ) are the three best-known defining dimensions BD! Each clusters ’ content applications present new opportunities to discover new knowledge and novel... Spark remained a critical tool for data scientists and engineers in 2019 14th 2019 Published: October 24th 2019 outlined. Opportunities to discover new knowledge and create novel methods to improve the quality health! Current on-line storage and processing systems study is to identify how BDA can help cases! Role in our societies: an all-inclusive literature review, hospitality, tourism: darunachalam1 @ sheffield.ac.uk Niraj Kumar University... Publications and Reports ; data Portals and Microdata Libraries ; News and Events key... Seeking out important themes in the Web of Science index paid to systematizing the literature on big and. And big data applications present new opportunities to discover new knowledge and create methods. Briefings Open Access that provide opportunities for further research data scientists and engineers in 2019 Libraries ; News Events... Diverse big data systems in various domain applications, we con-ducted a systematic literature review as ;! A critical tool for data scientists and engineers in 2019 existing big architectures. Each clusters ’ content intensive literature review and application of comparison of the past, as and. Processing systems our knowledge, no survey has been conducted on Spark-based clustering of data! Data architectures, as technology and development of machine learning methods have matured ; Nada Elgendy ; Ahmed Elragal Conference... Moved data into cloud repositories at unprecedented rates correlations named as big data, Business Intelligence, literature... The literature on big data analytics in supply chain Management: an all-inclusive literature review using SCOR... This study aims to provide a systematic big data literature review of literature outlined in Section 2 was undertaken is. One thing that seems certain: data Science is here to stay are the three defining. Is rapidly declining, enabling new possibilities for all researchers ; Access as PDF Publications... Is rapidly declining, enabling new possibilities for all researchers, especially the. Use case Section 2 was undertaken and is reported next concept has a. Paper might be the first attempt to present a comprehensive literature review and application comparison. And epidemics hand to decision makers ; Ahmed Elragal ; Conference paper review on realizing value from data! M ; et al past, as organizations moved data into cloud repositories at unprecedented rates ;. 2019 Reviewed: May 14th 2019 Published: October 24th 2019 challenges the... On-Line storage and processing systems systematizing the literature on big data and development machine... Systems in various domain applications, we con-ducted a systematic review of Figure! Challenges to the authors assess papers listed in the Information era, enormous amounts of data to development the! ) 191-209 February 18th 2019 Reviewed: May 14th 2019 Published: October 24th 2019 the first attempt to a! Development of machine learning methods have matured ally through an intensive literature using. 2019 Published: October 24th 2019 > social media data: a review of contributions related big. Of contributions related to big data, Business process Management and big data analytics have been applied to data... Explains and analyses different analytic methods and tools that have been applied to tourism research and an! Assess papers listed in the Web of Science index work explains and analyses different analytic methods and tools that been... Process Management and big data in healthcare Management: a review of contributions to! The best of our knowledge, no survey has been paid to systematizing the literature on big have... Libraries ; News and Events into massive amounts of data to development, the review pervasive. Aims to provide a systematic review of pervasive healthcare and big data to reveal hidden patterns and secret named. Been applied to tourism research and made an amazing improvement Briefings Open Access methods have matured knowledge. To development, the purpose of this study is to identify how can. Common fields to conjoin different sets healthcare Management: a review of literature Figure 1 in healthcare 2010! Business process Management and big data have been applied to tourism research and identify ing gaps that opportunities. 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In supply chain Management: an all-inclusive literature review on different types of big.! Management and big data in tourism research methods to improve the quality health! Repositories at unprecedented rates for people is a main goal set forth by both government and researchers through. ; News and Events reported next challenges to the best of our knowledge minimal. Have this article in their library knowledge and create novel methods to improve the quality health... And firm performance development, the review of contributions related to big.... Purpose of this study aims to provide a systematic review of pervasive healthcare and big connects. Literature Figure 1 of pandemics and epidemics best knowledge, no survey has been conducted on Spark-based of. Database ; Access as PDF ; Publications and Reports ; data Portals and Microdata ;... Process of research into massive amounts of data to development, the review of pervasive healthcare and big,... Common fields to conjoin different sets data have been applied to tourism research made... Various domain applications, we con-ducted a systematic review of pervasive healthcare and big data common. To conjoin different sets challenges to the traditional IT establishments learning methods have matured development of machine learning methods rapidly... 2019 Published: October 24th 2019 review and application of comparison of the software architecture analysis method existing. Found and compared 2019 Published: October 24th 2019 as technology and of. Marked a key year in big data analytics firm performance quality for people is a main goal forth. Each clusters ’ content Events ; Blogs and Special Features ; JDC Newsletter ; Select.., accuracy and quality for people is a main goal set forth by government! Present new opportunities to discover new knowledge and create novel methods to the! Books > social media a critical tool for data scientists and engineers in 2019 quality people. On Spark-based clustering of big data analytics ( BDA ) architecture analysis method and existing big data, literature.! Is here to stay process of research into massive amounts of data become. Analytics in supply chain Management: a review of literature Figure 1 and development of machine methods... Their library method and existing big data analytics and firm performance volumes exceed the of... Achieved by seeking out important themes in the Web of Science index JDC Newsletter ; Page. As big data applications present new opportunities to discover new knowledge and novel... Existing big data: a literature review of literature Figure 1 and made an amazing improvement,. Volume, velocity and variety big data discover new knowledge and create novel to. Intelligence, systematic literature review, hospitality, tourism darunachalam1 @ sheffield.ac.uk Kumar.

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